Train One, Classify One, Teach One: Cross-Surgery Transfer Learning for Surgical Step Recognition

Jordan on November 3, 2023

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Clinical Publications and Abstracts

Train One, Classify One, Teach One:

Cross-Surgery Transfer Learning for Surgical Step Recognition

Surgical step recognition

In this report, we analyze, for the first time, surgical step recognition on four different laparoscopic surgeries:

  • Cholecystectomies
  • Right Hemicolectomies
  • Sleeve Gastrectomies
  • Appendectomies

See one. Do one. Teach one.

Inspired by the traditional apprenticeship model, in which surgical training is based on the Halstedian method, we paraphrase the “see one, do one, teach one” approach for the surgical intelligence domain as “train one, classify one, teach one”.